Author: Shailesh Nayak
Publisher: Springer Science & Business Media
ISBN: 3540792597
Category : Science
Languages : en
Pages : 270
Book Description
Lessons learned in the last several years have given clear indications that the prediction and efficient monitoring of disasters is one of the critical factors in decision-making process. In this respect space-based technologies have the great potential of supplying information in near real time. Earth observation satellites have already demonstrated their flexibility in providing data to a wide range of applications: weather forecasting, person and vehicle tracking, alerting to disaster, forest fire and flood monitoring, oil spills, spread of desertification, monitoring of crop and forestry damages. This book focuses on a wider utilisation of remote sensing in disaster management. The discussed aspects comprise data access/delivery to the users, information extraction and analysis, management of data and its integration with other data sources (airborne and terrestrial imagery, GIS data, etc.), data standardization, organisational and legal aspects of sharing remote sensing information.
Remote Sensing and GIS Technologies for Monitoring and Prediction of Disasters
Author: Shailesh Nayak
Publisher: Springer Science & Business Media
ISBN: 3540792597
Category : Science
Languages : en
Pages : 270
Book Description
Lessons learned in the last several years have given clear indications that the prediction and efficient monitoring of disasters is one of the critical factors in decision-making process. In this respect space-based technologies have the great potential of supplying information in near real time. Earth observation satellites have already demonstrated their flexibility in providing data to a wide range of applications: weather forecasting, person and vehicle tracking, alerting to disaster, forest fire and flood monitoring, oil spills, spread of desertification, monitoring of crop and forestry damages. This book focuses on a wider utilisation of remote sensing in disaster management. The discussed aspects comprise data access/delivery to the users, information extraction and analysis, management of data and its integration with other data sources (airborne and terrestrial imagery, GIS data, etc.), data standardization, organisational and legal aspects of sharing remote sensing information.
Publisher: Springer Science & Business Media
ISBN: 3540792597
Category : Science
Languages : en
Pages : 270
Book Description
Lessons learned in the last several years have given clear indications that the prediction and efficient monitoring of disasters is one of the critical factors in decision-making process. In this respect space-based technologies have the great potential of supplying information in near real time. Earth observation satellites have already demonstrated their flexibility in providing data to a wide range of applications: weather forecasting, person and vehicle tracking, alerting to disaster, forest fire and flood monitoring, oil spills, spread of desertification, monitoring of crop and forestry damages. This book focuses on a wider utilisation of remote sensing in disaster management. The discussed aspects comprise data access/delivery to the users, information extraction and analysis, management of data and its integration with other data sources (airborne and terrestrial imagery, GIS data, etc.), data standardization, organisational and legal aspects of sharing remote sensing information.
Remote Sensing and GIS Technologies for Monitoring and Prediction of Disasters
Author: Shailesh Nayak
Publisher: Springer
ISBN: 9783540872061
Category : Science
Languages : en
Pages : 0
Book Description
Lessons learned in the last several years have given clear indications that the prediction and efficient monitoring of disasters is one of the critical factors in decision-making process. In this respect space-based technologies have the great potential of supplying information in near real time. Earth observation satellites have already demonstrated their flexibility in providing data to a wide range of applications: weather forecasting, person and vehicle tracking, alerting to disaster, forest fire and flood monitoring, oil spills, spread of desertification, monitoring of crop and forestry damages. This book focuses on a wider utilisation of remote sensing in disaster management. The discussed aspects comprise data access/delivery to the users, information extraction and analysis, management of data and its integration with other data sources (airborne and terrestrial imagery, GIS data, etc.), data standardization, organisational and legal aspects of sharing remote sensing information.
Publisher: Springer
ISBN: 9783540872061
Category : Science
Languages : en
Pages : 0
Book Description
Lessons learned in the last several years have given clear indications that the prediction and efficient monitoring of disasters is one of the critical factors in decision-making process. In this respect space-based technologies have the great potential of supplying information in near real time. Earth observation satellites have already demonstrated their flexibility in providing data to a wide range of applications: weather forecasting, person and vehicle tracking, alerting to disaster, forest fire and flood monitoring, oil spills, spread of desertification, monitoring of crop and forestry damages. This book focuses on a wider utilisation of remote sensing in disaster management. The discussed aspects comprise data access/delivery to the users, information extraction and analysis, management of data and its integration with other data sources (airborne and terrestrial imagery, GIS data, etc.), data standardization, organisational and legal aspects of sharing remote sensing information.
Modern Technologies for Landslide Monitoring and Prediction
Author: Marco Scaioni
Publisher: Springer
ISBN: 3662459310
Category : Nature
Languages : en
Pages : 251
Book Description
Modern Technologies for Landslide Investigation and Prediction presents eleven contributed chapters from Chinese and Italian authors, as a follow-up of a bilateral workshop held in Shanghai on September 2013. Chapters are organized in three main parts: ground-based monitoring techniques (photogrammetry, terrestrial laser scanning, ground-based InSAR, infrared thermography, and GNSS networks), geophysical (passive seismic sensor networks) and geotechnical methods (SPH and SLIDE), and satellite remote-sensing techniques (InSAR and optical images). Authors of these contributes are internationally-recognized experts in their respective research fields. Marco Scaioni works in the college of Surveying and Geo-Informatics at Tongji University, Shanghai (P.R. China). His research fields are mainly Close-range Photogrammetry, Terrestrial Laser Scanning, and other ground-based sensors for metrological and deformation monitoring applications to structural engineering and geosciences. In the period 2012-2016 he is chairman of the Working Group V/3 in the International Society for Photogrammetry and Remote Sensing, focusing on ‘Terrestrial 3D Imaging and Sensors’.
Publisher: Springer
ISBN: 3662459310
Category : Nature
Languages : en
Pages : 251
Book Description
Modern Technologies for Landslide Investigation and Prediction presents eleven contributed chapters from Chinese and Italian authors, as a follow-up of a bilateral workshop held in Shanghai on September 2013. Chapters are organized in three main parts: ground-based monitoring techniques (photogrammetry, terrestrial laser scanning, ground-based InSAR, infrared thermography, and GNSS networks), geophysical (passive seismic sensor networks) and geotechnical methods (SPH and SLIDE), and satellite remote-sensing techniques (InSAR and optical images). Authors of these contributes are internationally-recognized experts in their respective research fields. Marco Scaioni works in the college of Surveying and Geo-Informatics at Tongji University, Shanghai (P.R. China). His research fields are mainly Close-range Photogrammetry, Terrestrial Laser Scanning, and other ground-based sensors for metrological and deformation monitoring applications to structural engineering and geosciences. In the period 2012-2016 he is chairman of the Working Group V/3 in the International Society for Photogrammetry and Remote Sensing, focusing on ‘Terrestrial 3D Imaging and Sensors’.
Techniques for Disaster Risk Management and Mitigation
Author: Prashant K. Srivastava
Publisher: John Wiley & Sons
ISBN: 111935918X
Category : Science
Languages : en
Pages : 372
Book Description
A comprehensive guide to managing and mitigating natural disasters Recent years have seen a surge in the number, frequency, and severity of natural disasters, with further increases expected as the climate continues to change. However, advanced computational and geospatial technologies have enabled the development of sophisticated early warning systems and techniques to predict, manage, and mitigate disasters.Techniques for Disaster Risk Management and Mitigation explores different approaches to forecasting disasters and provides guidance on mitigation and adaptation strategies. Volume highlights include: Review of current and emerging technologies for disaster prediction Different approaches to risk management and mitigation Strategies for implementing disaster plans and infrastructure improvements Guidance on integrating artificial intelligence with GIS and earth observation data Examination of the regional and global impacts of disasters under climate variability
Publisher: John Wiley & Sons
ISBN: 111935918X
Category : Science
Languages : en
Pages : 372
Book Description
A comprehensive guide to managing and mitigating natural disasters Recent years have seen a surge in the number, frequency, and severity of natural disasters, with further increases expected as the climate continues to change. However, advanced computational and geospatial technologies have enabled the development of sophisticated early warning systems and techniques to predict, manage, and mitigate disasters.Techniques for Disaster Risk Management and Mitigation explores different approaches to forecasting disasters and provides guidance on mitigation and adaptation strategies. Volume highlights include: Review of current and emerging technologies for disaster prediction Different approaches to risk management and mitigation Strategies for implementing disaster plans and infrastructure improvements Guidance on integrating artificial intelligence with GIS and earth observation data Examination of the regional and global impacts of disasters under climate variability
Sustainable Cities and Communities
Author: Walter Leal Filho
Publisher: Springer
ISBN: 9783319957166
Category : Science
Languages : en
Pages : 0
Book Description
The problems related to the process of industrialisation such as biodiversity depletion, climate change and a worsening of health and living conditions, especially but not only in developing countries, intensify. Therefore, there is an increasing need to search for integrated solutions to make development more sustainable. The United Nations has acknowledged the problem and approved the “2030 Agenda for Sustainable Development”. On 1st January 2016, the 17 Sustainable Development Goals (SDGs) of the Agenda officially came into force. These goals cover the three dimensions of sustainable development: economic growth, social inclusion and environmental protection. The Encyclopedia of the UN Sustainable Development Goals comprehensively addresses the SDGs in an integrated way. The Encyclopedia encompasses 17 volumes, each one devoted to one of the 17 SDGs. This volume addresses SDG 11, namely “Make cities and human settlements inclusive, safe, resilient and sustainable” and contains the description of a range of terms, which allows a better understanding and fosters knowledge. This book presents a set of papers on the state of the art of knowledge and practices about the numerous challenges for cities, solutions and opportunities for the future. Concretely, the defined targets are: Ensure access for all to adequate, safe and affordable housing and basic services and upgrade slums Provide access to safe, affordable, accessible and sustainable transport systems for all, improving road safety, notably by expanding public transport, with special attention to the needs of those in vulnerable situations, women, children, persons with disabilities and older persons Enhance inclusive and sustainable urbanization and capacity for participatory, integrated and sustainable human settlement planning and management in all countries Strengthen efforts to protect and safeguard the world’s cultural and natural heritage Significantly reduce the number of deaths and the number of people affected and substantially decrease the direct economic losses relative to global gross domestic product caused by disasters, including water-related disasters, with a focus on protecting the poor and people in vulnerable situations Reduce the adverse per capita environmental impact of cities, including by paying special attention to air quality and municipal and other waste management Provide universal access to safe, inclusive and accessible, green and public spaces, in particular for women and children, older persons and persons with disabilities Support positive economic, social and environmental links between urban, peri-urban and rural areas by strengthening national and regional development planning Substantially increase the number of cities and human settlements adopting and implementing integrated policies and plans towards inclusion, resource efficiency, mitigation and adaptation to climate change, resilience to disasters, and develop and implement, in line with the Sendai Framework for Disaster Risk Reduction 2015–2030, holistic disaster risk management at all levels Support least developed countries, including through financial and technical assistance, in building sustainable and resilient buildings utilizing local materials Editorial Board Samuel Borges Barbosa, Luciana Londero Brandli, Elisa Conticelli, Erin A. Hopkins, Olga Kuznetsova, Astrid Skjerven, Hari Srinivas
Publisher: Springer
ISBN: 9783319957166
Category : Science
Languages : en
Pages : 0
Book Description
The problems related to the process of industrialisation such as biodiversity depletion, climate change and a worsening of health and living conditions, especially but not only in developing countries, intensify. Therefore, there is an increasing need to search for integrated solutions to make development more sustainable. The United Nations has acknowledged the problem and approved the “2030 Agenda for Sustainable Development”. On 1st January 2016, the 17 Sustainable Development Goals (SDGs) of the Agenda officially came into force. These goals cover the three dimensions of sustainable development: economic growth, social inclusion and environmental protection. The Encyclopedia of the UN Sustainable Development Goals comprehensively addresses the SDGs in an integrated way. The Encyclopedia encompasses 17 volumes, each one devoted to one of the 17 SDGs. This volume addresses SDG 11, namely “Make cities and human settlements inclusive, safe, resilient and sustainable” and contains the description of a range of terms, which allows a better understanding and fosters knowledge. This book presents a set of papers on the state of the art of knowledge and practices about the numerous challenges for cities, solutions and opportunities for the future. Concretely, the defined targets are: Ensure access for all to adequate, safe and affordable housing and basic services and upgrade slums Provide access to safe, affordable, accessible and sustainable transport systems for all, improving road safety, notably by expanding public transport, with special attention to the needs of those in vulnerable situations, women, children, persons with disabilities and older persons Enhance inclusive and sustainable urbanization and capacity for participatory, integrated and sustainable human settlement planning and management in all countries Strengthen efforts to protect and safeguard the world’s cultural and natural heritage Significantly reduce the number of deaths and the number of people affected and substantially decrease the direct economic losses relative to global gross domestic product caused by disasters, including water-related disasters, with a focus on protecting the poor and people in vulnerable situations Reduce the adverse per capita environmental impact of cities, including by paying special attention to air quality and municipal and other waste management Provide universal access to safe, inclusive and accessible, green and public spaces, in particular for women and children, older persons and persons with disabilities Support positive economic, social and environmental links between urban, peri-urban and rural areas by strengthening national and regional development planning Substantially increase the number of cities and human settlements adopting and implementing integrated policies and plans towards inclusion, resource efficiency, mitigation and adaptation to climate change, resilience to disasters, and develop and implement, in line with the Sendai Framework for Disaster Risk Reduction 2015–2030, holistic disaster risk management at all levels Support least developed countries, including through financial and technical assistance, in building sustainable and resilient buildings utilizing local materials Editorial Board Samuel Borges Barbosa, Luciana Londero Brandli, Elisa Conticelli, Erin A. Hopkins, Olga Kuznetsova, Astrid Skjerven, Hari Srinivas
Advances in Remote Sensing for Natural Resource Monitoring
Author: Prem C. Pandey
Publisher: John Wiley & Sons
ISBN: 1119615976
Category : Technology & Engineering
Languages : en
Pages : 528
Book Description
Sustainable management of natural resources is an urgent need, given the changing climatic conditions of Earth systems. The ability to monitor natural resources precisely and accurately is increasingly important. New and advanced remote sensing tools and techniques are continually being developed to monitor and manage natural resources in an effective way. Remote sensing technology uses electromagnetic sensors to record, measure and monitor even small variations in natural resources. The addition of new remote sensing datasets, processing techniques and software makes remote sensing an exact and cost-effective tool and technology for natural resource monitoring and management. Advances in Remote Sensing for Natural Resources Monitoring provides a detailed overview of the potential applications of advanced satellite data in natural resource monitoring. The book determines how environmental and - ecological knowledge and satellite-based information can be effectively combined to address a wide array of current natural resource management needs. Each chapter covers different aspects of remote sensing approach to monitor the natural resources effectively, to provide a platform for decision and policy. This important work: Provides comprehensive coverage of advances and applications of remote sensing in natural resources monitoring Includes new and emerging approaches for resource monitoring with case studies Covers different aspects of forest, water, soil- land resources, and agriculture Provides exemplary illustration of themes such as glaciers, surface runoff, ground water potential and soil moisture content with temporal analysis Covers blue carbon, seawater intrusion, playa wetlands, and wetland inundation with case studies Showcases disaster studies such as floods, tsunami, showing where remote sensing technologies have been used This edited book is the first volume of the book series Advances in Remote Sensing for Earth Observation.
Publisher: John Wiley & Sons
ISBN: 1119615976
Category : Technology & Engineering
Languages : en
Pages : 528
Book Description
Sustainable management of natural resources is an urgent need, given the changing climatic conditions of Earth systems. The ability to monitor natural resources precisely and accurately is increasingly important. New and advanced remote sensing tools and techniques are continually being developed to monitor and manage natural resources in an effective way. Remote sensing technology uses electromagnetic sensors to record, measure and monitor even small variations in natural resources. The addition of new remote sensing datasets, processing techniques and software makes remote sensing an exact and cost-effective tool and technology for natural resource monitoring and management. Advances in Remote Sensing for Natural Resources Monitoring provides a detailed overview of the potential applications of advanced satellite data in natural resource monitoring. The book determines how environmental and - ecological knowledge and satellite-based information can be effectively combined to address a wide array of current natural resource management needs. Each chapter covers different aspects of remote sensing approach to monitor the natural resources effectively, to provide a platform for decision and policy. This important work: Provides comprehensive coverage of advances and applications of remote sensing in natural resources monitoring Includes new and emerging approaches for resource monitoring with case studies Covers different aspects of forest, water, soil- land resources, and agriculture Provides exemplary illustration of themes such as glaciers, surface runoff, ground water potential and soil moisture content with temporal analysis Covers blue carbon, seawater intrusion, playa wetlands, and wetland inundation with case studies Showcases disaster studies such as floods, tsunami, showing where remote sensing technologies have been used This edited book is the first volume of the book series Advances in Remote Sensing for Earth Observation.
Geographic Information and Cartography for Risk and Crisis Management
Author: Milan Konecny
Publisher: Springer Science & Business Media
ISBN: 364203442X
Category : Science
Languages : en
Pages : 449
Book Description
Cartography and geographic information (GI) are remarkably appropriate for the requirements of early warning (EW) and crisis management (CM). The use of geospatial technology has increased tremendously in the last years. ICT has changed from just using maps created in advance, to new approaches, allowing individuals (decision-makers) to use cartography interactively, on the basis of individual user's requirements. The new generation of cartographic visualizations based on standardisation, formal modelling, use of sensors, semantics and ontology, allows for the better adaptation of information to the needs of the users. In order to design a new framework in pre-disaster and disaster management safety/security/privacy aspects of institutions and citizens need to be considered. All this can only be achieved by demonstrating new research achievements, sharing best practices (e.g. in the health area) and working towards the wider acceptance of geospatial technology in society, with the help of education and media. This book will outline research frontiers and applications of cartography and GI in EW and CM and document their roles and potentials in wider processes going on in information/knowledge-based societies.
Publisher: Springer Science & Business Media
ISBN: 364203442X
Category : Science
Languages : en
Pages : 449
Book Description
Cartography and geographic information (GI) are remarkably appropriate for the requirements of early warning (EW) and crisis management (CM). The use of geospatial technology has increased tremendously in the last years. ICT has changed from just using maps created in advance, to new approaches, allowing individuals (decision-makers) to use cartography interactively, on the basis of individual user's requirements. The new generation of cartographic visualizations based on standardisation, formal modelling, use of sensors, semantics and ontology, allows for the better adaptation of information to the needs of the users. In order to design a new framework in pre-disaster and disaster management safety/security/privacy aspects of institutions and citizens need to be considered. All this can only be achieved by demonstrating new research achievements, sharing best practices (e.g. in the health area) and working towards the wider acceptance of geospatial technology in society, with the help of education and media. This book will outline research frontiers and applications of cartography and GI in EW and CM and document their roles and potentials in wider processes going on in information/knowledge-based societies.
Envisioning Our Environmental Future
Author: B.H. Desai
Publisher: IOS Press
ISBN: 1643683195
Category : Science
Languages : en
Pages : 274
Book Description
With the Stockholm+50 Conference, held on 2-3 June 2022, the global movement to protect the environment has reached a 50 year milestone. The first UN Conference on the Human Environment, also held in Stockholm, from 5-16 June 1972, proved to be the watershed in addressing this problem, and as the world assembles once more in the Swedish capital it is time to think aloud and look ahead. In his address in 1972, the then Swedish Prime Minister Olof Palme said: “The decisive question is in which direction we will develop ... there is no individual future, neither for people nor for nations.” The only other head of government to attend in 1972, Indian Prime Minister Indira Gandhi, highlighted the development as “one of the primary means of improving the environment of living, of providing food, water, sanitation and shelter, of making the deserts green and mountains habitable” and drew attention to the wisdom of the Atharva Veda: “What of thee I dig out; Let that quickly grow over; Let me not hit thy vitals or thy heart." As we look back over 50 years, we need to assess what has gone wrong in the trajectory travelled so far and look ahead to the future of our environment at this juncture and beyond. As a scholarly journal for global decision-makers, Environmental Policy and Law has sought to envision what lies ahead in the 21st century by inviting outstanding scholarly works from around the world. The 22 articles which resulted from this invitation are presented in this book, Envisioning Our Environmental Future, which is organised in three parts: Testing Times; Global Ideas; and Sectoral Ideas. The book is a sequel to Our Earth Matters (IOS Press), which was published on 5 June 2021. Bharat H. Desai is Professor of International Law and Jawaharlal Nehru Chair in International Environmental Law at the Centre for International Legal Studies, School of International Studies of Jawaharlal Nehru University, New Delhi. He is Editor-in-Chief of the global journals Environmental Policy and Law (Amsterdam: IOS Press) and Yearbook of International Environmental Law (Oxford: Oxford University Press). Prof. Desai’s ideas and proposals are reflected in his published books and in journals of international repute.
Publisher: IOS Press
ISBN: 1643683195
Category : Science
Languages : en
Pages : 274
Book Description
With the Stockholm+50 Conference, held on 2-3 June 2022, the global movement to protect the environment has reached a 50 year milestone. The first UN Conference on the Human Environment, also held in Stockholm, from 5-16 June 1972, proved to be the watershed in addressing this problem, and as the world assembles once more in the Swedish capital it is time to think aloud and look ahead. In his address in 1972, the then Swedish Prime Minister Olof Palme said: “The decisive question is in which direction we will develop ... there is no individual future, neither for people nor for nations.” The only other head of government to attend in 1972, Indian Prime Minister Indira Gandhi, highlighted the development as “one of the primary means of improving the environment of living, of providing food, water, sanitation and shelter, of making the deserts green and mountains habitable” and drew attention to the wisdom of the Atharva Veda: “What of thee I dig out; Let that quickly grow over; Let me not hit thy vitals or thy heart." As we look back over 50 years, we need to assess what has gone wrong in the trajectory travelled so far and look ahead to the future of our environment at this juncture and beyond. As a scholarly journal for global decision-makers, Environmental Policy and Law has sought to envision what lies ahead in the 21st century by inviting outstanding scholarly works from around the world. The 22 articles which resulted from this invitation are presented in this book, Envisioning Our Environmental Future, which is organised in three parts: Testing Times; Global Ideas; and Sectoral Ideas. The book is a sequel to Our Earth Matters (IOS Press), which was published on 5 June 2021. Bharat H. Desai is Professor of International Law and Jawaharlal Nehru Chair in International Environmental Law at the Centre for International Legal Studies, School of International Studies of Jawaharlal Nehru University, New Delhi. He is Editor-in-Chief of the global journals Environmental Policy and Law (Amsterdam: IOS Press) and Yearbook of International Environmental Law (Oxford: Oxford University Press). Prof. Desai’s ideas and proposals are reflected in his published books and in journals of international repute.
Remote Sensing & GIS Applications
Author:
Publisher:
ISBN:
Category : Earth sciences
Languages : en
Pages : 120
Book Description
Publisher:
ISBN:
Category : Earth sciences
Languages : en
Pages : 120
Book Description
Geospatial Technology for Natural Resource Management
Author: Shruti Kanga
Publisher: John Wiley & Sons
ISBN: 1394167474
Category : Science
Languages : en
Pages : 385
Book Description
This book is essential for anyone interested in understanding and implementing sustainable resource development strategies, as it covers the crucial first stage of assessing resource availability and condition, along with the use of modern geospatial technologies such as remote sensing, GIS, and GPS for surveying, mapping, and monitoring various resources for global environmental protection and sustainable development. The first step in developing a sustainable resource strategy is assessing the availability and condition of resources. This involves evaluating baseline levels, identifying trends, and understanding their consequences. Mitigation policies are then developed based on this assessment. Modern geospatial technologies like Remote Sensing (RS), Geographic Information Systems (GIS), and Global Positioning Systems (GPS) offer powerful tools for surveying, mapping, and monitoring both renewable and nonrenewable resources. These technologies support global environmental protection, disaster management, and sustainable development by providing repetitive and global data. GPS provides accurate geographic coordinates, while GIS allows visualization, analysis, and decision-making through spatial data, enabling the study of complex environmental and natural resource challenges at various scales.
Publisher: John Wiley & Sons
ISBN: 1394167474
Category : Science
Languages : en
Pages : 385
Book Description
This book is essential for anyone interested in understanding and implementing sustainable resource development strategies, as it covers the crucial first stage of assessing resource availability and condition, along with the use of modern geospatial technologies such as remote sensing, GIS, and GPS for surveying, mapping, and monitoring various resources for global environmental protection and sustainable development. The first step in developing a sustainable resource strategy is assessing the availability and condition of resources. This involves evaluating baseline levels, identifying trends, and understanding their consequences. Mitigation policies are then developed based on this assessment. Modern geospatial technologies like Remote Sensing (RS), Geographic Information Systems (GIS), and Global Positioning Systems (GPS) offer powerful tools for surveying, mapping, and monitoring both renewable and nonrenewable resources. These technologies support global environmental protection, disaster management, and sustainable development by providing repetitive and global data. GPS provides accurate geographic coordinates, while GIS allows visualization, analysis, and decision-making through spatial data, enabling the study of complex environmental and natural resource challenges at various scales.